# Size of variable arrays: sizeAlgebraic = 32 sizeStates = 9 sizeConstants = 42 from math import * from numpy import * def createLegends(): legend_states = [""] * sizeStates legend_rates = [""] * sizeStates legend_algebraic = [""] * sizeAlgebraic legend_voi = "" legend_constants = [""] * sizeConstants legend_voi = "t in component main (second)" legend_constants[0] = "pulse_time in component main (second)" legend_constants[1] = "RT in component main (J_per_mol)" legend_constants[2] = "F in component main (C_per_mol)" legend_constants[3] = "q_w_gut in component main (litre)" legend_constants[4] = "q_w_epi in component main (litre)" legend_constants[5] = "q_w_cap in component main (litre)" legend_constants[36] = "q_w_tot in component main (litre)" legend_states[0] = "q_Na_gut in component main (mole)" legend_states[1] = "q_Na_epi in component main (mole)" legend_algebraic[0] = "q_Na_cap in component main (mole)" legend_constants[6] = "q_Na_cap_init in component main (mole)" legend_constants[7] = "q_Na_cap_scale in component main (dimensionless)" legend_algebraic[2] = "c_Na_gut in component main (mM)" legend_algebraic[4] = "c_Na_epi in component main (mM)" legend_algebraic[5] = "c_Na_cap in component main (mM)" legend_constants[8] = "K_mm in component main (millimols_per_mol)" legend_algebraic[3] = "q_Na_tot in component main (mole)" legend_states[2] = "q_K_epi in component main (mole)" legend_constants[9] = "q_K_cap in component main (mole)" legend_algebraic[7] = "c_K_epi in component main (mM)" legend_constants[37] = "c_K_cap in component main (mM)" legend_states[3] = "q_Cl_epi in component main (mole)" legend_constants[10] = "q_Cl_cap in component main (mole)" legend_algebraic[10] = "c_Cl_epi in component main (mM)" legend_constants[38] = "c_Cl_cap in component main (mM)" legend_states[4] = "q_e in component main (coulomb)" legend_constants[11] = "u_ee in component main (J_per_C)" legend_algebraic[13] = "u_e in component main (J_per_C)" legend_constants[12] = "C_m in component main (C2_per_J)" legend_algebraic[14] = "q_Glc_gut in component main (mole)" legend_states[5] = "q_Glc_epi in component main (mole)" legend_constants[13] = "q_Glc_cap in component main (mole)" legend_constants[14] = "q_Glc_gut_init in component main (mole)" legend_constants[15] = "q_Glc_gut_scale in component main (dimensionless)" legend_algebraic[15] = "c_Glc_gut in component main (mM)" legend_algebraic[16] = "c_Glc_epi in component main (mM)" legend_constants[39] = "c_Glc_cap in component main (mM)" legend_constants[16] = "u_w_gut in component main (kPa)" legend_constants[40] = "u_w_epi in component main (kPa)" legend_constants[17] = "u_w_cap in component main (kPa)" legend_constants[18] = "E_w_epi in component main (joule)" legend_constants[19] = "U_w_epi in component main (litre)" legend_constants[20] = "L_w_epi in component main (litre)" legend_algebraic[6] = "v_w_epiApex in component main (L_per_s)" legend_algebraic[8] = "v_w_epiBase in component main (L_per_s)" legend_constants[21] = "k_w_m in component main (L_per_s_per_kPa)" legend_constants[22] = "c_O2 in component main (mM)" legend_constants[23] = "c_CO2 in component main (mM)" legend_constants[24] = "c_HCO3 in component main (mM)" legend_states[6] = "q_ATP in component main (mole)" legend_states[7] = "q_ADP in component main (mole)" legend_states[8] = "q_Pi in component main (mole)" legend_constants[25] = "q_H in component main (mole)" legend_algebraic[1] = "q_adenosine in component main (mole)" legend_algebraic[17] = "c_ATP in component main (mM)" legend_algebraic[20] = "c_ADP in component main (mM)" legend_algebraic[21] = "c_Pi in component main (mM)" legend_constants[41] = "c_H in component main (mM)" legend_constants[26] = "kappa_SGLT1 in component main (mol_per_s)" legend_algebraic[22] = "v_SGLT1 in component main (mol_per_s)" legend_constants[27] = "kappa_GLUT2 in component main (mol_per_s)" legend_algebraic[24] = "v_GLUT2 in component main (mol_per_s)" legend_constants[28] = "k_ATP_eq in component main (mM2)" legend_constants[29] = "kappa_NKE in component main (mol_per_s)" legend_algebraic[25] = "v_NKE in component main (mol_per_s)" legend_constants[30] = "kappa_NKCC1 in component main (mol_per_s)" legend_algebraic[26] = "v_NKCC1 in component main (mol_per_s)" legend_constants[31] = "kappa_KCC1 in component main (mol_per_s)" legend_algebraic[28] = "v_KCC1 in component main (mol_per_s)" legend_constants[32] = "kappa_K in component main (C_per_J_per_s)" legend_algebraic[30] = "v_K in component main (mol_per_s)" legend_algebraic[29] = "GHKterm in component main (J_per_C)" legend_constants[33] = "kappa_Na in component main (per_s_per_V)" legend_algebraic[31] = "v_Na in component main (mol_per_s)" legend_constants[34] = "k_AM_eq in component main (per_mM)" legend_constants[35] = "kappa_AM in component main (mol_per_s)" legend_algebraic[27] = "v_AM in component main (mol_per_s)" legend_algebraic[18] = "u_SGLT1_reversal in component main (J_per_C)" legend_algebraic[11] = "u_K_reversal in component main (J_per_C)" legend_algebraic[9] = "u_Na_reversal in component main (J_per_C)" legend_algebraic[19] = "c_Na_gutThreshold in component main (mM)" legend_algebraic[23] = "c_Na_epiEquilibrium in component main (mM)" legend_algebraic[12] = "c_Cl_epiEquilibrium in component main (mM)" legend_rates[0] = "d/dt q_Na_gut in component main (mole)" legend_rates[1] = "d/dt q_Na_epi in component main (mole)" legend_rates[2] = "d/dt q_K_epi in component main (mole)" legend_rates[3] = "d/dt q_Cl_epi in component main (mole)" legend_rates[4] = "d/dt q_e in component main (coulomb)" legend_rates[5] = "d/dt q_Glc_epi in component main (mole)" legend_rates[6] = "d/dt q_ATP in component main (mole)" legend_rates[7] = "d/dt q_ADP in component main (mole)" legend_rates[8] = "d/dt q_Pi in component main (mole)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; constants[0] = 0.1 constants[1] = 2.5e3 constants[2] = 0.965e5 constants[3] = 1 constants[4] = 1 constants[5] = 1 states[0] = 0.1 states[1] = 0.001 constants[6] = 0.140 constants[7] = 1.0 constants[8] = 1.e3 states[2] = 0.130 constants[9] = 0.004 states[3] = 0.001 constants[10] = 0.100 states[4] = 1e-5 constants[11] = -0.08 constants[12] = 5e4 states[5] = 0.001 constants[13] = 0.01 constants[14] = 0.01 constants[15] = 1.0 constants[16] = 1 constants[17] = 1 constants[18] = 1 constants[19] = 0.5 constants[20] = 5 constants[21] = 1e-4 constants[22] = 9.25 constants[23] = 1.20 constants[24] = 25.0 states[6] = 0.003 states[7] = 0.0025 states[8] = 0.003 constants[25] = 1e-7 constants[26] = 1e-2 constants[27] = 1e1 constants[28] = 2e4 constants[29] = 1e2 constants[30] = 1e-1 constants[31] = 1e-1 constants[32] = 2e3 constants[33] = 0 constants[34] = 1e0 constants[35] = 1e1 constants[36] = constants[3]+constants[4]+constants[5] constants[37] = (constants[9]*constants[8])/constants[5] constants[38] = (constants[10]*constants[8])/constants[5] constants[39] = (constants[13]*constants[8])/constants[5] constants[40] = (constants[18]*(constants[4]-constants[19]))/(power(constants[20]-constants[4], 2.00000)) constants[41] = (constants[25]*constants[8])/constants[4] return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic algebraic[2] = (states[0]*constants[8])/constants[3] algebraic[4] = (states[1]*constants[8])/constants[4] algebraic[13] = states[4]/constants[12] algebraic[14] = custom_piecewise([greater(voi , constants[0]), constants[14]*constants[15] , True, constants[14]]) algebraic[15] = (algebraic[14]*constants[8])/constants[3] algebraic[16] = (states[5]*constants[8])/constants[4] algebraic[22] = (constants[26]*(((power(algebraic[2]/algebraic[4], 2.00000))*algebraic[15])/algebraic[16]-exp((2.00000*constants[2]*algebraic[13])/constants[1])))/((1.00000+power(algebraic[2]/20.0000, 2.00000))*(1.00000+power(algebraic[4]/100.000, 2.00000))) rates[0] = -2.00000*algebraic[22] algebraic[24] = (constants[27]*(algebraic[16]/constants[39]-1.00000))/(1.00000+algebraic[16]/5.00000+constants[39]/10.0000+(algebraic[16]*constants[39])/100.000) algebraic[17] = (states[6]*constants[8])/constants[4] algebraic[20] = (states[7]*constants[8])/constants[4] algebraic[27] = constants[35]*((constants[34]*algebraic[16]*algebraic[20])/algebraic[17]-1.00000) rates[5] = (algebraic[22]-algebraic[24])-algebraic[27] algebraic[0] = custom_piecewise([greater(voi , constants[0]), constants[6]*constants[7] , True, constants[6]]) algebraic[5] = (algebraic[0]*constants[8])/constants[5] algebraic[7] = (states[2]*constants[8])/constants[4] algebraic[21] = (states[8]*constants[8])/constants[4] algebraic[25] = (constants[29]*(((power(algebraic[4]/algebraic[5], 3.00000))*algebraic[17]*constants[28])/(algebraic[20]*algebraic[21]*constants[41])-(power(algebraic[7]/constants[37], 2.00000))*exp((constants[2]*algebraic[13])/constants[1])))/((1.00000+power(algebraic[4]/1.00000, 3.00000))*(1.00000+power(algebraic[5]/100.000, 3.00000))) rates[6] = -algebraic[25]+32.0000*algebraic[27] rates[7] = algebraic[25]-32.0000*algebraic[27] rates[8] = algebraic[25]-32.0000*algebraic[27] algebraic[10] = (states[3]*constants[8])/constants[4] algebraic[26] = (constants[30]*((((algebraic[5]/algebraic[4])*constants[37])/algebraic[7])*(power(constants[38]/algebraic[10], 2.00000))-1.00000))/((1.00000+algebraic[5]/70.0000)*(1.00000+algebraic[4]/5.00000)*(1.00000+constants[37]/2.00000)*(1.00000+algebraic[7]/60.0000)*(1.00000+power(constants[38]/50.0000, 2.00000))*(1.00000+power(algebraic[10]/10.0000, 2.00000))) algebraic[28] = (constants[31]*(((algebraic[7]/constants[37])*algebraic[10])/constants[38]-1.00000))/((1.00000+constants[38]/50.0000)*(1.00000+constants[37]/2.00000)*(1.00000+algebraic[10]/10.0000)*(1.00000+algebraic[7]/60.0000)) rates[3] = 2.00000*algebraic[26]-algebraic[28] algebraic[29] = algebraic[13]/(exp((constants[2]*algebraic[13])/constants[1])-1.00000) algebraic[30] = constants[32]*(states[2]*exp((constants[2]*algebraic[13])/constants[1])-constants[9])*algebraic[29] rates[2] = ((2.00000*algebraic[25]-algebraic[30])+algebraic[26])-algebraic[28] algebraic[31] = constants[33]*(algebraic[0]-states[1]*exp((constants[2]*algebraic[13])/constants[1]))*algebraic[29] rates[1] = (2.00000*algebraic[22]-3.00000*algebraic[25])+algebraic[26]+algebraic[31] rates[4] = constants[2]*(((2.00000*algebraic[22]-algebraic[25])-algebraic[30])+algebraic[31]) return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[2] = (states[0]*constants[8])/constants[3] algebraic[4] = (states[1]*constants[8])/constants[4] algebraic[13] = states[4]/constants[12] algebraic[14] = custom_piecewise([greater(voi , constants[0]), constants[14]*constants[15] , True, constants[14]]) algebraic[15] = (algebraic[14]*constants[8])/constants[3] algebraic[16] = (states[5]*constants[8])/constants[4] algebraic[22] = (constants[26]*(((power(algebraic[2]/algebraic[4], 2.00000))*algebraic[15])/algebraic[16]-exp((2.00000*constants[2]*algebraic[13])/constants[1])))/((1.00000+power(algebraic[2]/20.0000, 2.00000))*(1.00000+power(algebraic[4]/100.000, 2.00000))) algebraic[24] = (constants[27]*(algebraic[16]/constants[39]-1.00000))/(1.00000+algebraic[16]/5.00000+constants[39]/10.0000+(algebraic[16]*constants[39])/100.000) algebraic[17] = (states[6]*constants[8])/constants[4] algebraic[20] = (states[7]*constants[8])/constants[4] algebraic[27] = constants[35]*((constants[34]*algebraic[16]*algebraic[20])/algebraic[17]-1.00000) algebraic[0] = custom_piecewise([greater(voi , constants[0]), constants[6]*constants[7] , True, constants[6]]) algebraic[5] = (algebraic[0]*constants[8])/constants[5] algebraic[7] = (states[2]*constants[8])/constants[4] algebraic[21] = (states[8]*constants[8])/constants[4] algebraic[25] = (constants[29]*(((power(algebraic[4]/algebraic[5], 3.00000))*algebraic[17]*constants[28])/(algebraic[20]*algebraic[21]*constants[41])-(power(algebraic[7]/constants[37], 2.00000))*exp((constants[2]*algebraic[13])/constants[1])))/((1.00000+power(algebraic[4]/1.00000, 3.00000))*(1.00000+power(algebraic[5]/100.000, 3.00000))) algebraic[10] = (states[3]*constants[8])/constants[4] algebraic[26] = (constants[30]*((((algebraic[5]/algebraic[4])*constants[37])/algebraic[7])*(power(constants[38]/algebraic[10], 2.00000))-1.00000))/((1.00000+algebraic[5]/70.0000)*(1.00000+algebraic[4]/5.00000)*(1.00000+constants[37]/2.00000)*(1.00000+algebraic[7]/60.0000)*(1.00000+power(constants[38]/50.0000, 2.00000))*(1.00000+power(algebraic[10]/10.0000, 2.00000))) algebraic[28] = (constants[31]*(((algebraic[7]/constants[37])*algebraic[10])/constants[38]-1.00000))/((1.00000+constants[38]/50.0000)*(1.00000+constants[37]/2.00000)*(1.00000+algebraic[10]/10.0000)*(1.00000+algebraic[7]/60.0000)) algebraic[29] = algebraic[13]/(exp((constants[2]*algebraic[13])/constants[1])-1.00000) algebraic[30] = constants[32]*(states[2]*exp((constants[2]*algebraic[13])/constants[1])-constants[9])*algebraic[29] algebraic[31] = constants[33]*(algebraic[0]-states[1]*exp((constants[2]*algebraic[13])/constants[1]))*algebraic[29] algebraic[1] = states[6]+states[7] algebraic[3] = states[0]+states[1]+algebraic[0] algebraic[6] = constants[21]*((constants[16]-constants[40])-(constants[1]/constants[8])*(algebraic[2]-algebraic[4])) algebraic[8] = constants[21]*((constants[40]-constants[17])-(constants[1]/constants[8])*(algebraic[4]-algebraic[5])) algebraic[9] = (constants[1]/constants[2])*log(algebraic[5]/algebraic[4]) algebraic[11] = (constants[1]/constants[2])*log(constants[37]/algebraic[7]) algebraic[12] = constants[38]*(power(((algebraic[5]/algebraic[4])*constants[37])/algebraic[7], 1.0/2)) algebraic[18] = (constants[1]/(2.00000*constants[2]))*log(((power(algebraic[2]/algebraic[4], 2.00000))*algebraic[15])/algebraic[16]) algebraic[19] = algebraic[4]*(power(algebraic[16]/algebraic[15], 1.0/2))*exp((constants[2]*algebraic[13])/constants[1]) algebraic[23] = algebraic[5]*(power(((algebraic[20]/algebraic[17])*algebraic[21]*constants[41])/constants[28], 0.333340))*(power(algebraic[7]/constants[37], 0.666670))*exp((constants[2]*algebraic[13])/(3.00000*constants[1])) return algebraic def custom_piecewise(cases): """Compute result of a piecewise function""" return select(cases[0::2],cases[1::2]) def solve_model(): """Solve model with ODE solver""" from scipy.integrate import ode # Initialise constants and state variables (init_states, constants) = initConsts() # Set timespan to solve over voi = linspace(0, 10, 500) # Construct ODE object to solve r = ode(computeRates) r.set_integrator('vode', method='bdf', atol=1e-06, rtol=1e-06, max_step=1) r.set_initial_value(init_states, voi[0]) r.set_f_params(constants) # Solve model states = array([[0.0] * len(voi)] * sizeStates) states[:,0] = init_states for (i,t) in enumerate(voi[1:]): if r.successful(): r.integrate(t) states[:,i+1] = r.y else: break # Compute algebraic variables algebraic = computeAlgebraic(constants, states, voi) return (voi, states, algebraic) def plot_model(voi, states, algebraic): """Plot variables against variable of integration""" import pylab (legend_states, legend_algebraic, legend_voi, legend_constants) = createLegends() pylab.figure(1) pylab.plot(voi,vstack((states,algebraic)).T) pylab.xlabel(legend_voi) pylab.legend(legend_states + legend_algebraic, loc='best') pylab.show() if __name__ == "__main__": (voi, states, algebraic) = solve_model() plot_model(voi, states, algebraic)